Langevin Dynamics Sampling on Strongly convex potential
-1Sample ComplexityRMD
Evaluation Results
| Method | Links | |
|---|---|---|
| RMDDynamics=ULD, Discretization=RMD, Metric=KL, Dim.-free?=true, Reference=Ours2026.03 | -1 | |
| RMDDynamics=OLD, Discretization=RMD, Metric=KL, Dim.-free?=false, Reference=Altschuler and Chewi (2024b)2026.03 | 1 | |
| RMDDynamics=ULD, Discretization=RMD, Metric=KL, Dim.-free?=false, Reference=Altschuler et al. (2025)2026.03 | 1 | |
| LMCDynamics=OLD, Discretization=LMC, Metric=KL, Dim.-free?=false, Reference=Cheng and Bartlett (2018)2026.03 | 2 | |
| LMCDynamics=OLD, Discretization=LMC, Metric=KL, Dim.-free?=false, Reference=Durmus et al. (2019)2026.03 | 2 | |
| LMCDynamics=OLD, Discretization=LMC, Metric=KL, Dim.-free?=false, Reference=Altschuler and Chewi (2024b)2026.03 | 2 | |
| CompositeDynamics=OLD, Discretization=Composite, Metric=KL, Dim.-free?=true, Reference=Freund et al. (2022)2026.03 | 2 | |
| ULMCDynamics=ULD, Discretization=ULMC, Metric=W2, Dim.-free?=false, Reference=Dalalyan and Riou-Durand (2020)2026.03 | 2 | |
| LMCDynamics=OLD, Discretization=LMC, Metric=W2, Dim.-free?=false, Reference=Dalalyan (2017a)2026.03 | 3 | |
| ULMCDynamics=ULD, Discretization=ULMC, Metric=KL, Dim.-free?=false, Reference=Altschuler et al. (2025)2026.03 | 3 | |
| ULMCDynamics=ULD, Discretization=ULMC, Metric=KL, Dim.-free?=true, Reference=Ours2026.03 | 3 | |
| PLMCDynamics=OLD, Discretization=PLMC, Metric=W2, Dim.-free?=false, Reference=Srinivasan and Nagaraj (2025)2026.03 | 4 | |
| RMDDynamics=ULD, Discretization=RMD, Metric=W2, Dim.-free?=false, Reference=Shen and Lee (2019)2026.03 | 4 | |
| PLMCDynamics=ULD, Discretization=PLMC, Metric=W2, Dim.-free?=false, Reference=Srinivasan and Nagaraj (2025)2026.03 | 4 | |
| ULMCDynamics=ULD, Discretization=ULMC, Metric=W2, Dim.-free?=false, Reference=Cheng et al. (2018)2026.03 | 5 | |
| RMDDynamics=ULD, Discretization=RMD, Metric=W2, Dim.-free?=true, Reference=Liu et al. (2023)2026.03 | 5 |